{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "60f0a1c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('WARNING: ', 35, ' is an island (no neighbors)')\n",
      "('WARNING: ', 690, ' is an island (no neighbors)')\n",
      "('WARNING: ', 710, ' is an island (no neighbors)')\n",
      "('WARNING: ', 882, ' is an island (no neighbors)')\n",
      "('WARNING: ', 35, ' is an island (no neighbors)')\n",
      "('WARNING: ', 690, ' is an island (no neighbors)')\n",
      "('WARNING: ', 710, ' is an island (no neighbors)')\n",
      "('WARNING: ', 882, ' is an island (no neighbors)')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import libpysal as lps\n",
    "import matplotlib.pyplot as plt\n",
    "import esda\n",
    "import matplotlib.ticker as ticker\n",
    "import datetime \n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "gdf = gpd.read_file('C:/Users/18295335197/Desktop/test/美国/美国.geojson')\n",
    "gdf.fillna(0,inplace=True)\n",
    "w_Queen = lps.weights.Queen.from_dataframe(gdf)\n",
    "w_Rook = lps.weights.Rook.from_dataframe(gdf)\n",
    "w_gaussian=lps.weights.Kernel.from_dataframe(gdf,function='gaussian',fixed=False,k=12)\n",
    "w_KNN=lps.weights.KNN.from_dataframe(gdf,k = 12)\n",
    "w_list=([w_Queen,w_Rook,w_gaussian,w_KNN])\n",
    "columns=['Queen','Rook','gaussian','KNN']\n",
    "list_moran=list()\n",
    "list_p=list()\n",
    "list_z=list()\n",
    "lag_list_moran=list()\n",
    "lag_list_p=list()\n",
    "lag_list_z=list()\n",
    "for w in w_list:\n",
    "    moran=list()\n",
    "    p=list()\n",
    "    z=list()\n",
    "    lag_moran=list()\n",
    "    lag_p=list()\n",
    "    lag_z=list()\n",
    "    c_list=list()\n",
    "    columns_list=list(gdf)[2:174]\n",
    "    for c in columns_list:\n",
    "        c=c[5:-9]\n",
    "        c_list.append(c)\n",
    "    for i in range (2,174):\n",
    "        y = gdf.iloc[:,i]\n",
    "        mi = esda.moran.Moran(y, w, transformation = \"r\")\n",
    "        moran.append( mi.I )\n",
    "        p.append( mi.p_sim )\n",
    "        z.append( mi.z_sim )\n",
    "        \n",
    "        \n",
    "        ylag = lps.weights.lag_spatial(w, y)\n",
    "        lag_mi = esda.moran.Moran(ylag, w, transformation = \"r\")\n",
    "        lag_moran.append( lag_mi.I )\n",
    "        lag_p.append( lag_mi.p_sim )\n",
    "        lag_z.append( lag_mi.z_sim )\n",
    "    list_moran.append(moran)\n",
    "    list_p.append(p)\n",
    "    list_z.append(z)\n",
    "    lag_list_moran.append(lag_moran)\n",
    "    lag_list_p.append(lag_p)\n",
    "    lag_list_z.append(lag_z)\n",
    "for _list in list([list_moran,list_z,list_p]):\n",
    "    _df=pd.DataFrame(_list).T.rolling(5).mean()\n",
    "    df = pd.DataFrame(_df)\n",
    "    df.columns = ['Queen','Rook','gaussian','KNN']\n",
    "    df.plot()\n",
    "for _list in list([lag_list_moran,lag_list_z,lag_list_p]):\n",
    "    _df=pd.DataFrame(_list).T.rolling(5).mean()\n",
    "    df = pd.DataFrame(_df)\n",
    "    df.columns = ['Queen','Rook','gaussian','KNN']\n",
    "    df.plot()\n",
    "delta=pd.DataFrame(np.array(lag_list_moran)-np.array(list_moran)).T.rolling(5).mean()\n",
    "delta.columns = ['Queen','Rook','gaussian','KNN']\n",
    "delta.plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1273f886",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import libpysal as lps\n",
    "import matplotlib.pyplot as plt\n",
    "import esda\n",
    "import matplotlib.ticker as ticker\n",
    "import datetime \n",
    "from collections import Counter\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "gdf = gpd.read_file('C:/Users/18295335197/Desktop/test/美国/美国.geojson')\n",
    "gdf.fillna(0,inplace=True)\n",
    "w_Queen = lps.weights.Queen.from_dataframe(gdf)\n",
    "w_Rook = lps.weights.Rook.from_dataframe(gdf)\n",
    "w_gaussian=lps.weights.Kernel.from_dataframe(gdf,function='gaussian',fixed=False,k=12)\n",
    "w_KNN=lps.weights.KNN.from_dataframe(gdf,k = 12)\n",
    "w_list=([w_gaussian])\n",
    "columns=['Queen','Rook','gaussian','KNN']\n",
    "list_moran=list()\n",
    "list_p=list()\n",
    "list_z=list()\n",
    "lag_list_moran=list()\n",
    "lag_list_p=list()\n",
    "lag_list_z=list()\n",
    "L_df=list()\n",
    "lag_L_df=list()\n",
    "for w in w_list:\n",
    "    moran=list()\n",
    "    p=list()\n",
    "    z=list()\n",
    "    lag_moran=list()\n",
    "    lag_p=list()\n",
    "    lag_z=list()\n",
    "    c_list=list()\n",
    "    columns_list=list(gdf)[2:174]\n",
    "    for c in columns_list:\n",
    "        c=c[5:-9]\n",
    "        c_list.append(c)\n",
    "    for i in range (2,174):\n",
    "        y = gdf.iloc[:,i]\n",
    "        mi = esda.moran.Moran_Local(y, w, transformation = \"r\")\n",
    "        #HH=1, LH=2, LL=3, HL=4\n",
    "        sig = 1 * (mi.p_sim < 0.05)\n",
    "        HH = 1 * (sig * mi.q == 1)\n",
    "        LL = 3 * (sig * mi.q == 3)\n",
    "        LH = 2 * (sig * mi.q == 2)\n",
    "        HL = 4 * (sig * mi.q == 4)\n",
    "        #L_list=pd.Series([Counter(HH)[1],Counter(HL)[4],Counter(LH)[2],Counter(LL)[3],int((Counter(sig)[0])/10)],index=['HH','HL','LH','LL','sig'])\n",
    "        L_list=list([Counter(HH)[1],Counter(HL)[4],Counter(LH)[2],Counter(LL)[3],Counter(sig)[0]])\n",
    "        L_df.append(L_list)\n",
    "#         moran.append( mi.I )\n",
    "#         p.append( mi.p_sim )\n",
    "#         z.append( mi.z_sim )\n",
    "        \n",
    "        \n",
    "        ylag = lps.weights.lag_spatial(w, y)\n",
    "        lag_mi = esda.moran.Moran_Local(ylag, w, transformation = \"r\")\n",
    "        #HH=1, LH=2, LL=3, HL=4\n",
    "        lag_sig = 1 * (lag_mi.p_sim < 0.05)\n",
    "        HH = 1 * (lag_sig * lag_mi.q == 1)\n",
    "        LL = 3 * (lag_sig * lag_mi.q == 3)\n",
    "        LH = 2 * (lag_sig * lag_mi.q == 2)\n",
    "        HL = 4 * (lag_sig * lag_mi.q == 4)\n",
    "        lag_L_list=list([Counter(HH)[1],Counter(HL)[4],Counter(LH)[2],Counter(LL)[3],(Counter(sig)[0])])\n",
    "        lag_L_df.append(lag_L_list)\n",
    "df_L=pd.DataFrame(L_df)\n",
    "df_lag_L=pd.DataFrame(lag_L_df)\n",
    "\n",
    "df_L_T=(df_L.T[0:3]).T\n",
    "df_L_T.columns = ['HH','HL','LH']\n",
    "df_L_T.rolling(3).mean().plot.area(stacked=False)\n",
    "\n",
    "df_lag_L_T=(df_lag_L.T[0:3]).T\n",
    "df_lag_L_T.columns = ['HH','HL','LH']\n",
    "df_lag_L_T.rolling(3).mean().plot.area(stacked=False)\n",
    "\n",
    "delta=pd.DataFrame(np.array(df_lag_L_T)-np.array(df_L_T))\n",
    "delta.columns = ['HH','HL','LH']\n",
    "delta.rolling(3).mean().plot.area(stacked=False)\n",
    "# plt.figure();\n",
    "# df_L.T.plot.hist(alpha=0.5)\n",
    "# df_lag_L.T.plot.hist(alpha=0.5)\n",
    "# delta=pd.DataFrame(np.array(lag_L_df)-np.array(L_list)).T.rolling(5).mean()    \n",
    "# delta.T.plot.hist(alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b0686ff",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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